Overview
Brought to you by YData
Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 419 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 32.7 KiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 1 |
age_days has constant value "0.0" | Constant |
cement_kg is highly overall correlated with compressive_strength_mpa | High correlation |
compressive_strength_mpa is highly overall correlated with cement_kg | High correlation |
Reproduction
| Analysis started | 2025-04-24 12:49:42.486698 |
|---|---|
| Analysis finished | 2025-04-24 12:49:46.619781 |
| Duration | 4.13 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
cement_kg
Real number (ℝ)
High correlation 
| Distinct | 277 |
|---|---|
| Distinct (%) | 66.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.013631669 |
| Minimum | -1.5633438 |
|---|---|
| Maximum | 2.626147 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 216 |
| Negative (%) | 51.6% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -1.5633438 |
|---|---|
| 5-th percentile | -1.1886809 |
| Q1 | -1.008571 |
| median | -0.052066267 |
| Q3 | 0.54096667 |
| 95-th percentile | 2.0092015 |
| Maximum | 2.626147 |
| Range | 4.1894908 |
| Interquartile range (IQR) | 1.5495377 |
Descriptive statistics
| Standard deviation | 0.99958891 |
|---|---|
| Coefficient of variation (CV) | -73.328432 |
| Kurtosis | -0.27793946 |
| Mean | -0.013631669 |
| Median Absolute Deviation (MAD) | 0.83808946 |
| Skewness | 0.64259438 |
| Sum | -5.7116693 |
| Variance | 0.99917799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4548812469 | 6 | 1.4% |
| -1.113786531 | 5 | 1.2% |
| -1.056396246 | 5 | 1.2% |
| 0.4261861046 | 5 | 1.2% |
| -1.075526341 | 5 | 1.2% |
| 0.3114055355 | 4 | 1.0% |
| -1.161611768 | 4 | 1.0% |
| -1.058309256 | 4 | 1.0% |
| -0.9894409143 | 4 | 1.0% |
| 1.727032554 | 4 | 1.0% |
| Other values (267) | 373 |
| Value | Count | Frequency (%) |
| -1.56334376 | 1 | |
| -1.503083961 | 1 | |
| -1.429433096 | 1 | |
| -1.366303783 | 1 | |
| -1.276392337 | 2 | |
| -1.26682729 | 2 | |
| -1.265870785 | 1 | |
| -1.250566709 | 1 | |
| -1.247697195 | 2 | |
| -1.241001662 | 1 |
| Value | Count | Frequency (%) |
| 2.626147012 | 3 | |
| 2.5429311 | 1 | 0.2% |
| 2.511366443 | 1 | 0.2% |
| 2.482671301 | 1 | 0.2% |
| 2.453976159 | 1 | 0.2% |
| 2.434846064 | 2 | |
| 2.396585874 | 2 | |
| 2.291370353 | 1 | 0.2% |
| 2.24450162 | 1 | 0.2% |
| 2.243545115 | 3 |
scm1_kg
Real number (ℝ)
| Distinct | 186 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0071251041 |
| Minimum | -0.98360743 |
|---|---|
| Maximum | 3.1133789 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 207 |
| Negative (%) | 49.4% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -0.98360743 |
|---|---|
| 5-th percentile | -0.98360743 |
| Q1 | -0.98360743 |
| median | 0.080765441 |
| Q3 | 0.81637625 |
| 95-th percentile | 1.7160261 |
| Maximum | 3.1133789 |
| Range | 4.0969863 |
| Interquartile range (IQR) | 1.7999837 |
Descriptive statistics
| Standard deviation | 1.0021438 |
|---|---|
| Coefficient of variation (CV) | -140.6497 |
| Kurtosis | -0.91201046 |
| Mean | -0.0071251041 |
| Median Absolute Deviation (MAD) | 1.0643729 |
| Skewness | 0.49564311 |
| Sum | -2.9854186 |
| Variance | 1.0042921 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.9836074295 | 173 | |
| 0.6693224869 | 11 | 2.6% |
| -0.7670166129 | 4 | 1.0% |
| -0.7100190296 | 4 | 1.0% |
| 1.148102187 | 4 | 1.0% |
| 0.3387365036 | 4 | 1.0% |
| -0.7556170962 | 3 | 0.7% |
| 1.706678503 | 3 | 0.7% |
| 1.17090122 | 3 | 0.7% |
| 1.182300737 | 3 | 0.7% |
| Other values (176) | 207 |
| Value | Count | Frequency (%) |
| -0.9836074295 | 173 | |
| -0.9833794392 | 1 | 0.2% |
| -0.8582127462 | 1 | 0.2% |
| -0.8284600077 | 1 | 0.2% |
| -0.8126146796 | 2 | 0.5% |
| -0.7875357429 | 1 | 0.2% |
| -0.7841158879 | 1 | 0.2% |
| -0.7829759362 | 1 | 0.2% |
| -0.7670166129 | 4 | 1.0% |
| -0.7556170962 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 3.11337886 | 1 | |
| 2.916167222 | 1 | |
| 2.619779788 | 1 | |
| 2.496665008 | 1 | |
| 2.324532307 | 1 | |
| 2.29945337 | 1 | |
| 2.240175883 | 1 | |
| 2.126180717 | 1 | |
| 2.00534584 | 1 | |
| 1.980266903 | 1 |
scm2_kg
Real number (ℝ)
| Distinct | 163 |
|---|---|
| Distinct (%) | 38.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.013593559 |
| Minimum | -0.94928355 |
|---|---|
| Maximum | 2.0756791 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 207 |
| Negative (%) | 49.4% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -0.94928355 |
|---|---|
| 5-th percentile | -0.94928355 |
| Q1 | -0.94928355 |
| median | 0.19358089 |
| Q3 | 0.87499114 |
| 95-th percentile | 1.6925474 |
| Maximum | 2.0756791 |
| Range | 3.0249626 |
| Interquartile range (IQR) | 1.8242747 |
Descriptive statistics
| Standard deviation | 1.0018114 |
|---|---|
| Coefficient of variation (CV) | 73.697508 |
| Kurtosis | -1.4297702 |
| Mean | 0.013593559 |
| Median Absolute Deviation (MAD) | 1.1428644 |
| Skewness | 0.32870314 |
| Sum | 5.6957013 |
| Variance | 1.0036262 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.9492835515 | 202 | |
| 0.7589662096 | 8 | 1.9% |
| 0.6682626824 | 7 | 1.7% |
| 1.182249336 | 4 | 1.0% |
| 0.2449795558 | 4 | 1.0% |
| 1.212483845 | 4 | 1.0% |
| 0.4717383736 | 4 | 1.0% |
| 0.8043179731 | 3 | 0.7% |
| 0.9857250274 | 3 | 0.7% |
| 0.8386341409 | 3 | 0.7% |
| Other values (153) | 177 |
| Value | Count | Frequency (%) |
| -0.9492835515 | 202 | |
| -0.5795155059 | 1 | 0.2% |
| -0.5787596432 | 1 | 0.2% |
| -0.5786084706 | 1 | 0.2% |
| -0.05736553466 | 1 | 0.2% |
| -0.04224828014 | 1 | 0.2% |
| 0.1240415196 | 1 | 0.2% |
| 0.1316001469 | 1 | 0.2% |
| 0.1935808904 | 1 | 0.2% |
| 0.1996277922 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 2.075679079 | 1 | 0.2% |
| 2.074167353 | 1 | 0.2% |
| 1.99858108 | 3 | |
| 1.997069355 | 1 | 0.2% |
| 1.983463826 | 1 | 0.2% |
| 1.968346571 | 1 | 0.2% |
| 1.922994808 | 1 | 0.2% |
| 1.877643044 | 1 | 0.2% |
| 1.851943712 | 1 | 0.2% |
| 1.847408535 | 2 |
water_kg
Real number (ℝ)
| Distinct | 204 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.013802428 |
| Minimum | -3.1755438 |
|---|---|
| Maximum | 3.3118614 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 195 |
| Negative (%) | 46.5% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -3.1755438 |
|---|---|
| 5-th percentile | -1.6418746 |
| Q1 | -0.5831715 |
| median | 0.10053109 |
| Q3 | 0.53043499 |
| 95-th percentile | 1.7165554 |
| Maximum | 3.3118614 |
| Range | 6.4874052 |
| Interquartile range (IQR) | 1.1136065 |
Descriptive statistics
| Standard deviation | 0.9994831 |
|---|---|
| Coefficient of variation (CV) | 72.413573 |
| Kurtosis | 0.84085593 |
| Mean | 0.013802428 |
| Median Absolute Deviation (MAD) | 0.51795651 |
| Skewness | 0.01091078 |
| Sum | 5.7832172 |
| Variance | 0.99896647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4631006471 | 28 | 6.7% |
| 0.1367880479 | 23 | 5.5% |
| -0.2620384623 | 11 | 2.6% |
| 0.1523267431 | 11 | 2.6% |
| 0.1005310924 | 10 | 2.4% |
| -1.090768873 | 10 | 2.4% |
| 2.327744071 | 9 | 2.1% |
| 1.05875063 | 9 | 2.1% |
| 0.5148962978 | 7 | 1.7% |
| 0.8774658525 | 7 | 1.7% |
| Other values (194) | 294 |
| Value | Count | Frequency (%) |
| -3.175543812 | 1 | |
| -2.924334907 | 1 | |
| -2.903616646 | 1 | |
| -2.888077951 | 1 | |
| -2.344223619 | 1 | |
| -2.230273188 | 1 | |
| -2.19142645 | 1 | |
| -2.137041017 | 1 | |
| -2.126681886 | 1 | |
| -2.059347541 | 1 |
| Value | Count | Frequency (%) |
| 3.311861434 | 1 | 0.2% |
| 3.306681869 | 1 | 0.2% |
| 2.793904927 | 1 | 0.2% |
| 2.778366232 | 1 | 0.2% |
| 2.327744071 | 9 | |
| 1.985892777 | 1 | 0.2% |
| 1.965174517 | 2 | 0.5% |
| 1.918558431 | 1 | 0.2% |
| 1.913378866 | 2 | 0.5% |
| 1.897840171 | 1 | 0.2% |
additive_kg
Real number (ℝ)
| Distinct | 155 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.011447373 |
| Minimum | -1.2987297 |
|---|---|
| Maximum | 4.6800349 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 186 |
| Negative (%) | 44.4% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -1.2987297 |
|---|---|
| 5-th percentile | -1.2987297 |
| Q1 | -1.2987297 |
| median | 0.14397223 |
| Q3 | 0.57659712 |
| 95-th percentile | 1.6033849 |
| Maximum | 4.6800349 |
| Range | 5.9787646 |
| Interquartile range (IQR) | 1.8753268 |
Descriptive statistics
| Standard deviation | 0.99620673 |
|---|---|
| Coefficient of variation (CV) | -87.02492 |
| Kurtosis | 1.1049691 |
| Mean | -0.011447373 |
| Median Absolute Deviation (MAD) | 0.59973322 |
| Skewness | 0.57960915 |
| Sum | -4.7964493 |
| Variance | 0.99242786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.29872965 | 107 | |
| 0.1866776942 | 27 | 6.4% |
| -0.1846741418 | 17 | 4.1% |
| 0.3723536123 | 15 | 3.6% |
| 0.001001776188 | 15 | 3.6% |
| 0.5580295303 | 15 | 3.6% |
| 0.7437054483 | 14 | 3.3% |
| -0.741701896 | 6 | 1.4% |
| 1.48640912 | 4 | 1.0% |
| 0.9293813664 | 4 | 1.0% |
| Other values (145) | 195 |
| Value | Count | Frequency (%) |
| -1.29872965 | 107 | |
| -0.979367071 | 1 | 0.2% |
| -0.9459454058 | 1 | 0.2% |
| -0.927377814 | 1 | 0.2% |
| -0.8902426304 | 1 | 0.2% |
| -0.834539855 | 2 | 0.5% |
| -0.741701896 | 6 | 1.4% |
| -0.7231343042 | 1 | 0.2% |
| -0.6674315287 | 3 | 0.7% |
| -0.6358666227 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 4.680034911 | 1 | |
| 3.937331239 | 1 | |
| 3.046086832 | 1 | |
| 2.804708139 | 1 | |
| 2.786140547 | 2 | |
| 2.563329445 | 1 | |
| 2.414788711 | 1 | |
| 2.229112793 | 1 | |
| 2.191977609 | 1 | |
| 2.154842425 | 1 |
aggregate_coarse_kg
Real number (ℝ)
| Distinct | 283 |
|---|---|
| Distinct (%) | 67.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0024822075 |
| Minimum | -1.8524941 |
|---|---|
| Maximum | 2.2572799 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 212 |
| Negative (%) | 50.6% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -1.8524941 |
|---|---|
| 5-th percentile | -1.5777127 |
| Q1 | -0.8752281 |
| median | -0.031768665 |
| Q3 | 0.68923384 |
| 95-th percentile | 1.6981595 |
| Maximum | 2.2572799 |
| Range | 4.109774 |
| Interquartile range (IQR) | 1.5644619 |
Descriptive statistics
| Standard deviation | 1.0005149 |
|---|---|
| Coefficient of variation (CV) | 403.07463 |
| Kurtosis | -0.83127947 |
| Mean | 0.0024822075 |
| Median Absolute Deviation (MAD) | 0.81837069 |
| Skewness | 0.10040288 |
| Sum | 1.0400449 |
| Variance | 1.00103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2874348387 | 9 | 2.1% |
| 0.1307107717 | 9 | 2.1% |
| -1.242001532 | 7 | 1.7% |
| 1.086472167 | 6 | 1.4% |
| 0.5249623473 | 5 | 1.2% |
| 0.5488563822 | 5 | 1.2% |
| -1.02814992 | 5 | 1.2% |
| 0.1426577892 | 4 | 1.0% |
| -1.601606757 | 4 | 1.0% |
| -1.577712722 | 4 | 1.0% |
| Other values (273) | 361 |
| Value | Count | Frequency (%) |
| -1.852494124 | 4 | |
| -1.851299422 | 1 | 0.2% |
| -1.847715317 | 1 | 0.2% |
| -1.733023949 | 2 | |
| -1.697182897 | 1 | 0.2% |
| -1.695988195 | 1 | 0.2% |
| -1.650589529 | 1 | 0.2% |
| -1.649394827 | 1 | 0.2% |
| -1.63744781 | 2 | |
| -1.635058406 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 2.257279876 | 1 | 0.2% |
| 2.12944679 | 1 | 0.2% |
| 2.078074615 | 1 | 0.2% |
| 2.018339528 | 4 | |
| 2.011171317 | 2 | |
| 1.95860444 | 2 | |
| 1.946657423 | 1 | 0.2% |
| 1.944268019 | 1 | 0.2% |
| 1.934710405 | 1 | 0.2% |
| 1.874975318 | 1 | 0.2% |
aggregate_fine_kg
Real number (ℝ)
| Distinct | 302 |
|---|---|
| Distinct (%) | 72.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0078212578 |
| Minimum | -2.3328404 |
|---|---|
| Maximum | 3.1248926 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 201 |
| Negative (%) | 48.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -2.3328404 |
|---|---|
| 5-th percentile | -1.7618734 |
| Q1 | -0.71715427 |
| median | 0.067411968 |
| Q3 | 0.62810983 |
| 95-th percentile | 1.6429798 |
| Maximum | 3.1248926 |
| Range | 5.4577331 |
| Interquartile range (IQR) | 1.3452641 |
Descriptive statistics
| Standard deviation | 1.0014506 |
|---|---|
| Coefficient of variation (CV) | -128.04214 |
| Kurtosis | -0.22092385 |
| Mean | -0.0078212578 |
| Median Absolute Deviation (MAD) | 0.6750282 |
| Skewness | -0.079738466 |
| Sum | -3.277107 |
| Variance | 1.0029033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1317655686 | 5 | 1.2% |
| -2.332840427 | 5 | 1.2% |
| 0.2139191018 | 4 | 1.0% |
| 0.816378345 | 4 | 1.0% |
| 0.4877642123 | 4 | 1.0% |
| -0.7171542742 | 4 | 1.0% |
| -0.2653098417 | 4 | 1.0% |
| 0.55622549 | 4 | 1.0% |
| 1.103915711 | 4 | 1.0% |
| 0.5014564679 | 4 | 1.0% |
| Other values (292) | 377 |
| Value | Count | Frequency (%) |
| -2.332840427 | 5 | |
| -2.182225616 | 1 | 0.2% |
| -2.089118278 | 1 | 0.2% |
| -2.086379827 | 1 | 0.2% |
| -2.072687571 | 3 | |
| -2.06994912 | 2 | 0.5% |
| -2.058995316 | 1 | 0.2% |
| -1.935765016 | 2 | 0.5% |
| -1.839919227 | 2 | 0.5% |
| -1.826226972 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 3.124892627 | 1 | |
| 2.473141264 | 1 | |
| 2.447125978 | 1 | |
| 2.432064497 | 1 | |
| 2.208880732 | 1 | |
| 1.937774073 | 1 | |
| 1.908883414 | 1 | |
| 1.906144963 | 1 | |
| 1.881635825 | 1 | |
| 1.869312795 | 1 |
age_days
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 419 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 419 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 838 | |
| . | 419 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1257 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 838 | |
| . | 419 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1257 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 838 | |
| . | 419 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1257 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 838 | |
| . | 419 |
compressive_strength_mpa
Real number (ℝ)
High correlation 
| Distinct | 402 |
|---|---|
| Distinct (%) | 95.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.021713767 |
| Minimum | -1.9200335 |
|---|---|
| Maximum | 3.0626797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 228 |
| Negative (%) | 54.4% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | -1.9200335 |
|---|---|
| 5-th percentile | -1.4513234 |
| Q1 | -0.71693748 |
| median | -0.2054809 |
| Q3 | 0.50750834 |
| 95-th percentile | 1.8686867 |
| Maximum | 3.0626797 |
| Range | 4.9827132 |
| Interquartile range (IQR) | 1.2244458 |
Descriptive statistics
| Standard deviation | 0.98034873 |
|---|---|
| Coefficient of variation (CV) | -45.148718 |
| Kurtosis | 0.23084246 |
| Mean | -0.021713767 |
| Median Absolute Deviation (MAD) | 0.58184051 |
| Skewness | 0.64112574 |
| Sum | -9.0980683 |
| Variance | 0.96108363 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.7873214082 | 3 | 0.7% |
| -0.9740734435 | 2 | 0.5% |
| 0.6761951699 | 2 | 0.5% |
| 0.9713384619 | 2 | 0.5% |
| 1.279620088 | 2 | 0.5% |
| 0.04602435734 | 2 | 0.5% |
| -1.307224059 | 2 | 0.5% |
| 1.051576145 | 2 | 0.5% |
| -0.2082962535 | 2 | 0.5% |
| 0.3144217548 | 2 | 0.5% |
| Other values (392) | 398 |
| Value | Count | Frequency (%) |
| -1.920033502 | 1 | |
| -1.919986579 | 1 | |
| -1.83838814 | 1 | |
| -1.838200449 | 1 | |
| -1.783957898 | 1 | |
| -1.783910975 | 1 | |
| -1.672282058 | 1 | |
| -1.6719536 | 1 | |
| -1.667589796 | 1 | |
| -1.653043783 | 1 |
| Value | Count | Frequency (%) |
| 3.062679721 | 1 | |
| 2.942557809 | 1 | |
| 2.8618509 | 1 | |
| 2.687298746 | 1 | |
| 2.6023688 | 1 | |
| 2.582661299 | 1 | |
| 2.569053739 | 1 | |
| 2.405763014 | 1 | |
| 2.398255395 | 1 | |
| 2.351332773 | 1 |
Interactions
Correlations
| additive_kg | aggregate_coarse_kg | aggregate_fine_kg | cement_kg | compressive_strength_mpa | scm1_kg | scm2_kg | water_kg | |
|---|---|---|---|---|---|---|---|---|
| additive_kg | 1.000 | -0.287 | 0.069 | -0.088 | 0.184 | 0.039 | 0.497 | -0.457 |
| aggregate_coarse_kg | -0.287 | 1.000 | -0.149 | 0.030 | -0.143 | -0.265 | -0.231 | -0.299 |
| aggregate_fine_kg | 0.069 | -0.149 | 1.000 | -0.123 | -0.188 | -0.272 | -0.050 | -0.287 |
| cement_kg | -0.088 | 0.030 | -0.123 | 1.000 | 0.647 | -0.378 | -0.394 | -0.139 |
| compressive_strength_mpa | 0.184 | -0.143 | -0.188 | 0.647 | 1.000 | 0.154 | -0.223 | -0.350 |
| scm1_kg | 0.039 | -0.265 | -0.272 | -0.378 | 0.154 | 1.000 | -0.197 | 0.096 |
| scm2_kg | 0.497 | -0.231 | -0.050 | -0.394 | -0.223 | -0.197 | 1.000 | -0.079 |
| water_kg | -0.457 | -0.299 | -0.287 | -0.139 | -0.350 | 0.096 | -0.079 | 1.000 |
Missing values
Sample
| cement_kg | scm1_kg | scm2_kg | water_kg | additive_kg | aggregate_coarse_kg | aggregate_fine_kg | age_days | compressive_strength_mpa | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2.626147 | -0.983607 | -0.949284 | -1.090769 | -0.83454 | 1.002843 | -1.210075 | 0.0 | 2.942558 |
| 1 | 2.626147 | -0.983607 | -0.949284 | -1.090769 | -0.83454 | 1.182048 | -1.210075 | 0.0 | 1.710839 |
| 2 | 1.095739 | 0.099347 | -0.949284 | 2.327744 | -1.29873 | -0.287435 | -2.332840 | 0.0 | -0.020465 |
| 3 | 0.005324 | 0.315937 | -0.949284 | 2.327744 | -1.29873 | -0.287435 | -1.292229 | 0.0 | 0.619700 |
| 4 | 2.004419 | -0.983607 | -0.949284 | 2.327744 | -1.29873 | -0.287435 | -2.332840 | 0.0 | 0.172950 |
| 5 | -0.639360 | 0.525689 | -0.949284 | 0.463101 | -1.29873 | 0.266907 | 0.836917 | 0.0 | -0.593906 |
| 6 | 0.368796 | -0.117244 | -0.949284 | 2.327744 | -1.29873 | -0.287435 | -1.292229 | 0.0 | 0.753054 |
| 7 | -1.203698 | 1.403451 | -0.949284 | 0.463101 | -1.29873 | 1.086472 | 0.582241 | 0.0 | -0.579220 |
| 8 | 1.550079 | -0.442130 | -0.949284 | 2.327744 | -1.29873 | -0.287435 | -2.332840 | 0.0 | 0.046212 |
| 9 | -0.267280 | 1.723778 | -0.949284 | 2.327744 | -1.29873 | -0.287435 | -2.332840 | 0.0 | -0.453842 |
| cement_kg | scm1_kg | scm2_kg | water_kg | additive_kg | aggregate_coarse_kg | aggregate_fine_kg | age_days | compressive_strength_mpa | |
|---|---|---|---|---|---|---|---|---|---|
| 415 | 0.219581 | 0.395734 | -0.949284 | -0.293116 | 0.001002 | -0.575358 | 0.891686 | 0.0 | 0.366928 |
| 416 | 0.313319 | -0.983607 | 0.668263 | 1.379884 | 0.762273 | -0.913459 | -0.276264 | 0.0 | -0.331656 |
| 417 | -0.009024 | 0.281739 | 0.358359 | 0.644385 | -0.203242 | -1.474968 | 0.356319 | 0.0 | 0.326246 |
| 418 | -1.010484 | 1.866272 | -0.949284 | -0.759277 | 0.966517 | 1.113950 | -1.043030 | 0.0 | 0.184258 |
| 419 | -0.951181 | 1.976847 | -0.949284 | 0.007299 | 1.059355 | -1.161957 | 0.854717 | 0.0 | 0.079527 |
| 420 | 0.104801 | 0.338737 | 0.415805 | -0.179165 | 0.353786 | -1.026955 | 0.053720 | 0.0 | 0.512858 |
| 421 | 0.542880 | -0.983607 | 0.798271 | 0.670283 | 0.632300 | -1.650590 | 0.671240 | 0.0 | -0.379048 |
| 422 | -1.118569 | 0.605485 | 0.692450 | 0.499358 | -0.166107 | -0.760537 | 0.213919 | 0.0 | -0.888252 |
| 423 | -1.017180 | 1.144682 | -0.949284 | -0.386348 | 0.799408 | 0.400713 | 0.335780 | 0.0 | -0.270891 |
| 424 | -0.043458 | 0.162044 | 0.234397 | 0.908543 | 0.298083 | -1.093859 | -0.039388 | 0.0 | -0.295854 |